Dynamics of almost periodic Schoener’s competition model with time delays and impulses

In real world, the ecological systems are usually perturbed by human exploitation activities such as planting and harvesting and so on. In order to obtain a more accurate description for such phenomenon, the impulsive differential equations play an important role. This paper is concerned with a kind of almost periodic Schoener’s competition model with pure-delays and impulsive effects. By using the comparison theorem and the Lyapunov functional method of the impulsive differential equations, some sufficient conditions are obtained for the persistence and existence of a unique uniformly asymptotically stable positive almost periodic solution in a class of impulsive Schoener’s competition model with pure-delays. The main results in this paper improve some results in recent years. And the method used in this paper provides a possible and effective method to study the permanence and existence of a unique uniformly asymptotically stable positive almost periodic solution of the models with impulsive perturbations in biological populations. Finally, an example and numerical simulations are given to illustrate the feasibility and effectiveness of our main results.


Background
One of the most interest topics in mathematics ecology concerns the uniform persistence, almost periodic oscillations and global stability of ecology system. It is well known that a lot of Lotka-Volterra competitive systems have been discussed. Chen (1988) proposed and discussed a more practical competitive model as follows: In biological terms, x 1 and x 2 stand for the spatial densities of each species and c 1 and c 2 are their respective net death rate. The coefficients a 11 and a 22 are intra-specific (1) x 2 (t)+m 2 (t) − a 21 (t)x 1 (t) − a 22 (t)x 2 (t) − c 2 (t) � .
competition rates whereas a 12 and a 21 are inter-specific competition rates. The asymptotic behaviors of the solution to the system (1) have been studied in . It is well known that the assumption of almost periodicity of the coefficients in systems is a way of incorporating the time-dependent variability of the environment, especially when the various components of the environment are periodic with not necessary commensurate periods (e.g., climate change, food supplies, mating habits and harvesting). For this reason, the assumption of almost periodicity is more realistic, more important and more general when we consider the effects of the environmental factors. In recent years, there are many scholars concerning with the Schoener's competition system. Topics such as existence, uniqueness and global attractivity of positive periodic solutions or almost periodic solutions of the system were extensively investigated, and many excellent results have been derived (see Xue et al. 2015;Tian et al. 2015;Zhang et al. 2015;Liu and Xu 2004;Li and Yang 2009;Gan and Lin 2012;Wu et al. 2009;Zhang et al. 2012 and the references cited therein).
On the other hand, many evolution processes are characterized by the fact that at certain moments of time they experience a change of state abruptly. These processes are subject to short-term perturbations whose duration is negligible in comparison with the duration of the process. Consequently, it is natural to assume that these perturbations act instantaneously, that is, in the form of impulses. Thus impulsive differential equations, that is, differential equations involving impulse effects, appear as a natural description of observed evolution phenomena of real world problems. The ecological systems are often deeply perturbed by human exploitation activities such as planting and harvesting and so on, which makes them unsuitable to be considered continually. In recent years, the impulsive problems in ecological systems have been intensively investigated (see Lakshmikantham et al. 1989;Stamov 2012;Samoilenko and Perestyuk 1995;Bainov and Simeonov 1993;Jin et al. 2005;Stamov 2009;Liu and Chen 2007;He et al. 2010; Li 2011 for more detail). For instance, Zhang et al. (2012) studied the following almost periodic Schoener's competition model with pure-delays and impulsive effects: where x 1 (t), x 2 (t) are population densities of species x 1 , x 2 at time t, respectively, τ ij are all nonnegative integers, a ij , m i and c i , are all positive almost periodic functions, i = 1, 2, j = 0, 1, 2, h 1k , h 2k ≥ 0 are almost periodic sequences, 0 = τ 0 < τ 1 < τ 2 < · · · < τ k < τ k+1 < · · ·, are impulse points with lim k→+∞ τ k = +∞, and the set of sequences {τ j k }, τ j k = τ k+j − τ k , k ∈ Z + , j ∈ Z is uniformly almost periodic (see Definition 1 in "Preliminaries" section).
The permanence and almost periodicity of all species in multispecies community are very important in biological populations. In recent years, the permanence and almost periodic solution of the models in biological populations has been studied by many authors (see Zhang 2013Zhang , 2014Du and Lv 2013;Meng and Chen 2006;Lin and Chen 2009;Zhou et al. 2013;Xia et al. 2008;Xia 2013;Liao and Zhang 2012;Liao and Xu 2014 and the references cited therein). In these cases, the comparison theorems and the Liapunov functional method of differential equations have been applied to obtain the permanence and almost periodic solutions. However, we find few papers referring to the discontinuous systems (i.e., impulsive systems).
Recently, there are some scholars concerning with the permanence and almost periodic solution of the impulsive models in biological populations, see Zhang et al. (2012, He et al. (2010). For example, He et al. (2010) considered the following impulsive differential equation model of plankton allelopathy By using the relation between the solutions of impulsive system and the corresponding non-impulsive system, the authors transformed impulsive system (3) into a continuous system. Further, by means of the comparison theorems and the Liapunov functional method of differential equations without impulses, the authors obtained some sufficient conditions ensuring the existence of a unique uniformly asymptotically stable positive almost periodic solution of system (3).
Next, by using a similar method as that in He et al. (2010), the authors in Zhang et al. (2012 studied the permanence and almost periodic solution of system (2) and the following impulsive multispecies mutualism system: It is worthwhile to note that the main results of paper He et al. 2010) indicates the impulsive coefficients h ik in system (2)-(4) satisfying the following condition: (F) H i (t) := 0<t k <t (1 + h ik ), i = 1, 2 or i = 1, 2, . . . , n (for system (4)), k ∈ Z + is almost periodic function and there exist positive constants H u i and H l i such that Remark 1 Obviously, condition (F) is too harsh. For example, if the impulse coefficient h ik ≡ 0.3 (i = 1, 2) in system (2)-(4), then (F) is invalid. Therefore, the main results in papers He et al. 2010) are difficult to apply to more extensive model with impulsive effects. (3) � , In Zhang et al. (2012, He et al. (2010), although the authors considered the impulsive system, but still used the research method of continuous systems. Stimulated by this, by means of the comparison theorem and the Lyapunov functional method of the impulsive differential equations (Lakshmikantham et al. 1989;Stamov 2012), the main purpose of this paper is to establish some sufficient conditions which guarantee the permanence and existence of a unique uniformly asymptotically stable positive almost periodic solution of system (2). The main results obtained in this paper remove the harsh condition (F) and provide a possible and effective method to study the permanence and existence of a unique uniformly asymptotically stable positive almost periodic solution of the models with impulsive perturbations in biological populations.
Let R and Z denote the sets of real numbers and integers integers, respectively. Related to a continuous function f, we use the following notations: The organization of this paper is as follows. In "Preliminaries" section, we give some basic definitions and necessary lemmas which will be used in later sections. In "Permanence" section, by using the comparison theorem of the impulsive differential equations (Lakshmikantham et al. 1989), we give the permanence of system (2). In "Almost periodic solution" section, we study the existence of a unique uniformly asymptotically stable positive almost periodic solution of system (2) by applying the Lyapunov method of the impulsive differential equations (Stamov 2012). Finally, an example and numerical simulations are given to illustrate that our results are feasible.

Preliminaries
Now, let us state the following definitions and lemmas, which will be useful in proving our main result.
For J ⊂ R, PC(J , R) is the space of all piecewise continuous functions from J to R with points of discontinuity of the first kind τ k , at which it is left continuous. Let , 2 the solution of system (2) satisfying the initial conditions By the basic theories of impulsive differential equations with delay in Stamov (2012), system (2) and (5) has a unique solution. Since the solution of system (2) and (5) is a piecewise continuous function with points of discontinuity of the first kind τ k , k ∈ Z we adopt the following definitions for almost periodicity.
Definition 1 (Stamov 2012) The integer number p is said to be an ǫ-almost period of Definition 2 (Stamov 2012) The set of sequences {τ j k }, τ j k = τ k+j − τ k , k ∈ Z, j ∈ Z, {τ k } ∈ I is said to be uniformly almost periodic if for arbitrary ǫ > 0 there exists a relatively dense set of ǫ-almost periods common for any sequences.
Definition 3 (Stamov 2012) The function ϕ ∈ PC(R, R) is said to be almost periodic, if the following hold: (2) For any ǫ > 0 there exists a real number δ > 0 such that if the points t ′ and t ′′ belong to one and the same interval of continuity of ϕ(t) and satisfy the inequality The elements of T are called ǫ-almost periods.
Lemma 1 (Stamov 2012) Let {τ k } ∈ I Then there exists a positive integer. A such that on each interval of length 1, we have no more than A elements of the sequence {τ k }, i.e.,

where i(s, t) is the number of the points τ k in the interval (s, t).
Theoretically, one can investigate the existence, uniqueness and stability of almost periodic solution for functional differential equations by using Lyapunov functional as follows (Stamov 2012, P 109 ): Let R n be the n-dimensional Euclidean space with elements x = (x 1 , . . . , x n ) T and Consider the system of impulsive differential equations with delay: Introduce the following conditions: Lemma 2 (Stamov 2012, P 109 ) Suppose that there exists a Lyapunov functional V (t, φ, ψ) defined on R × C B × C B satisfying the following conditions: Moreover, one assumes that system (6) has a solution that remains in a compact set S ⊂ D. Then system (6) has a unique almost periodic solution which is uniformly asymptotically stable.
Remark 2 From the proof of Lemma 2, it is not difficult to prove that condition (1) of Lemma 2 can be replaced by the following condition:

Permanence
In this section, we establish a permanence result for system (2).
Lemma 3 (Lakshmikantham et al. 1989) Assume that x ∈ PC(R) with points of discontinuity at t = τ k and is left continuous at t = τ k for k ∈ Z + , and be the maximal solution of the scalar impulsive differential equation Remark 3 If the inequalities (7) in Lemma 3 is reversed and u * (t) is the minimal solu- For arbitrary a, b > 0, h k ≥ 0, we give the following notations: where A is defined as that in Lemma 1, τ 1 k = τ k+1 − τ k is defined as that in Definition 2.
Lemma 4 Assume that a, b > 0, h k ≥ 0, then the following impulsive logistic equation has a unique globally asymptotically stable positive almost periodic solution x * , which can be expressed as follows: Proof Let u = 1 x , then system (9) changes to Together with the system (11) we consider the linear system Now let us consider the equation and its solution Then from Stamov (2012), the Cauchy matrix of the linear system (12) is and the solution of system (12) is in the form Therefore, system (11) has a solution Letting t 0 → −∞ in the above equation (W (t, t 0 )u(t 0 ) → 0), then by Stamov (2012) we have is a solution of system (11) and is almost periodic. Then system (9) has a almost periodic solution x * (t) which can be expressed by (10). By Lemma 1, we have from (10) that On the other hand, Next, we shall prove that the uniqueness and stability of x * (t) of system (9). Suppose that x(t) is another positive solution of system (9). Define a function For t � = τ k , k ∈ Z + , calculating the upper right derivative of V(t) along the solution of system (9), we have For t = τ k , k ∈ Z + , we have Therefore, V is non-increasing. Integrating (13) from 0 to t leads to that is, which implies that Thus, the almost periodic solution of system (9) is globally asymptotically stable. This completes the proof.
Lemma 5 Assume that a, b > 0, h k ≥ 0, then every solution x of the following system with delay . For some t ∈ [0, +∞) and t � = τ k , k ∈ Z + , consider interval [t − τ , t). Assume that τ 1 < τ 2 < · · · < τ j are the impulse points in [t − τ , t). Integrating the first inequality of system (15) from t − τ to τ 1 leads to Integrating the first inequality of system (15) from τ 1 to τ 2 leads to Integrating the first inequality of system (15) from τ 2 to τ 3 leads to Repeating the above process, integrating the first inequality of system (15) from τ j to t leads to Then Substituting (16) into system (14) leads to Consider the auxiliary system By Lemma 3, x(t) ≤ z(t), where z(t) is the solution of system (17) with z(0 + ) = x(0 + ). By Lemma 4, system (17) has a unique globally asymptotically stable positive almost periodic solution z * which can be expressed as follows: Then for any constant ǫ > 0, there exists T 1 > 0 such that This completes the proof.
Lemma 6 Assume that a, b > 0, h k ≥ 0, then every solution x of the following system with delay (20) (20) with z(0 + ) = x(0 + ). By Lemma 4, system (20) has a unique globally asymptotically stable positive almost periodic solution z * which can be expressed as follows:

By Remark 3, x(t) ≥ z(t), where z(t) is the solution of system
Letting ǫ → 0 in the above inequality leads to Similar to the argument as that in Lemma 5, it follows that This completes the proof.

Let
Proposition 1 Every solution (x 1 , x 2 ) T of system (2) satisfies where M 1 and M 2 are defined as that in (21) and (22), respectively.
Proposition 2 Let N 1 and N 2 are defined as that in (23) and (24), respectively. Then every solution (x 1 , x 2 ) T of system (2) satisfies if the following condition holds: Proof According to Proposition 1 and (H 1 ), there exist ǫ > 0 and T 3 > 0 such that Remark 5 In view of (H 1 ) in Proposition 2, the values of impulse coefficients h ik (i = 1, 2) and the number of the impulse points τ k in each interval of length 1 have negative effect on the permanence of system (2).
Remark 6 Theorem 1 is a permanence result of system (2) without (F). So Theorem 1 improves the corresponding result in Zhang et al. (2012). Further, Theorem 1 provides a possible and effective method to study the permanence of the models with impulsive perturbations and pure-delays in biological populations.
Remark 7 From the proof of Propositions 1, 2, we know that under the conditions of Theorem 1, the set S = {(x 1 , is an invariant set of system (2).

Almost periodic solution
The main result of this paper concerns the existence of a unique uniformly asymptotically stable positive almost periodic solution for system (2). For convenience, we introduce some notations as follows: where M 1 , M 2 , N 1 and N 2 are defined as that in "Permanence" section.
Remark 9 In the last two decades, the method of constructing a Lyapunov functional has been extensively used in the study of stability of the deterministic models (Xue et al. 2015;Tian et al. 2015;Zhang et al. 2015;Liu and Xu 2004;Li and Yang 2009;Gan and Lin 2012;Wu et al. 2009;Zhang et al. 2012). However, there have been numerous relevant works using the Lyapunov functional method in stochastic systems, see Shang (2014Shang ( , 2015Shang ( , 2016. The methods used in this paper can be extended to study the permanence and existence of a unique uniformly asymptotically stable positive almost periodic solution of the stochastic models with impulsive perturbations in biological populations.

Remark 10
In Example 1, the impulse coefficients (h 1k = 0.5 and h 2k = 0.6) do not satisfy (F). So it is impossible to obtain the permanence and existence of a unique uniformly asymptotically stable positive almost periodic solution of system (1) by the result in Zhang et al. (2012). Therefore, the work in this paper improves the results in paper Zhang et al. (2012).

Conclusion
By using the comparison theorem and the Lyapunov method of the impulsive differential equations, sufficient conditions are obtained for the permanence and existence of